Experiments

Searchable full-text extractions: founding hypothesis, core claims, experimental setups, key results and statistics — pulled out of each paper as structure. Search a cell line, an assay or an entity (e.g. HUH7) and find every paper that worked with it. This corpus stands on its own: most entries carry no reproduction assessment (yet).

• Geometry-aware graph attention networks to explain single-cell chromatin states and gene expression with SEAGALL.

  PMID 42026624 · PMC13238118 · Genome biology · 2026 · 8 claims · 6 setups

  Full-text index only

  SEAGALL combines a geometry-regularised autoencoder (GRAE) to embed cells and build a cell-cell graph with a graph attention network (GAT) classifier and GNNExplainer-based XAI to identify features driving cell type/phenotype.

  count same scchip-seq ten count latent classification

• AXOLOTL: an accurate method for detecting aberrant gene expression in rare diseases using coexpression constraints.

  PMID 42083807 · PMC13198384 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 6 setups

  Full-text index only

  AXOLOTL is a novel ensemble outlier detection method that incorporates coexpression constraints to detect aberrant gene expression events in RNA expression matrices.

  gtex skin-derived skeletal ly111 bulk shap

• Expanding the clinical spectrum of COL2A1 related disorders by a mass like phenotype.

  PMID 35296718 · PMC8927422 · Scientific reports · 2022 · 8 claims · 8 setups

  Has reproduction · 84

  Four FBN1-negative patients from three families with a MASS-like phenotype carry likely pathogenic or uncertain-significance missense variants in the propeptide-coding regions of COL2A1

  blood-derived four patients col2a1 targeted clinical transthoracic

• Integrated drug resistance and leukemic stemness gene-expression scores predict outcomes in large cohort of over 3500 AML patients from 10 trials.

  PMID 39090192 · PMC11294346 · NPJ precision oncology · 2024 · 7 claims · 6 setups

  Has reproduction · 50

  A 5-gene ADE-Resistance Score (ADE-RS5), derived via LASSO regression from 67 pharmacologically relevant genes, predicts MRD positivity, EFS and OS in pediatric AML.

  pediatric combined lasso gene-expression-based integrated

• Proteomic profiling of the amniotic fluid to detect inflammation, infection, and neonatal sepsis.

  PMID 17227133 · PMC1769412 · PLoS medicine · 2007 · 8 claims · 8 setups

  Full-text index only

  Higher MR scores (severe, 3-4) are associated with significantly shorter amniocentesis-to-delivery intervals than minimal (1-2) or no (0) inflammation

  amniotic placental blood seldi-tof elisa clinical

• KAGE: fast alignment-free graph-based genotyping of SNPs and short indels.

  PMID 36195962 · PMC9531401 · Genome biology · 2022 · 7 claims · 7 setups

  Has reproduction · 42

  KAGE combines population-based kmer count modeling with single-variant prior adjustment into an alignment-free genotyper that matches the accuracy of the best existing alignment-free genotypers while being an order of magnitude faster.

  small snps individual hg002 alignment-free kmer-based genotyping

• AICellType: a large language model-based platform for accurate cell type annotation.

  PMID 42001469 · PMC13092268 · Briefings in bioinformatics · 2026 · 8 claims · 8 setups

  Full-text index only

  Claude 3.5 Sonnet achieved the best overall performance among 79 benchmarked LLMs for cell type annotation, balancing accuracy, robustness, speed, and cost-efficiency

  single-cell immune pbmc in-house llm-based scrna-seq spatial

• ARED Organism: expansion of ARED reveals AU-rich element cluster variations between human and mouse.

  PMID 17984078 · PMC2238997 · Nucleic acids research · 2008 · 6 claims · 4 setups

  Full-text index only

  ARED Organism and ARED-Integrated are new/updated public databases cataloguing ARE-containing mRNAs/genes in human, mouse and rat

  6x6 ortholog 3'utr comparative chi-squared

• Vertebrate gene finding from multiple-species alignments using a two-level strategy.

  PMID 16925840 · PMC1810555 · Genome biology · 2006 · 8 claims · 5 setups

  Full-text index only

  DOGFISH cleanly separates a multi-species alignment classifier (RVM cascade) from an HMM-based structure predictor, avoiding tight coupling of alignment complexity with HMM formalism

  genomic encode entire chromosome multi-species hmm-based classifier

• Acquired resistance to KRAS G12C small-molecule inhibitors via genetic/nongenetic mechanisms in lung cancer.

  PMID 37831779 · PMC10575592 · Science advances · 2023 · 8 claims · 8 setups

  Full-text index only

  Acquired resistance to sotorasib in isogenic cells correlates with increased ITGB4 expression

  h358 h23 sw1573 proliferation spheroid immunoblot

• DBD--taxonomically broad transcription factor predictions: new content and functionality.

  PMID 18073188 · PMC2238844 · Nucleic acids research · 2008 · 8 claims · 3 setups

  Full-text index only

  DBD is a database of predicted sequence-specific DNA-binding transcription factors covering over 700 publicly available proteomes, up from 150 in the initial version.

  proteomes eukaryotic genomes hmm-based comparative heatmap

• Assessment tool based on fatty acid metabolic signatures for predicting the prognosis and treatment response in bladder cancer.

  PMID 38076064 · PMC10703629 · Heliyon · 2023 · 8 claims · 8 setups

  Has reproduction · 71

  Consensus clustering of prognosis-related fatty acid metabolism genes (FAMGs) identifies three molecular subtypes of BLCA (FAMC1, FAMC2, FAMC3) with distinct prognoses and tumor microenvironments

  tcga-blca famc1-3 differentially gse32894 bulk consensus gene

• Speeding disease gene discovery by sequence based candidate prioritization.

  PMID 15766383 · PMC1274252 · BMC bioinformatics · 2005 · 7 claims · 8 setups

  Full-text index only

  Disease genes (OMIM) differ significantly from non-disease genes in sequence-based features including gene/cDNA/protein size, exon number, homolog conservation, secretion signal, 3' UTR length, CpG islands, and distance to nearest gene.

  ensembl training same hgmd comparative machine tenfold

• Prominent neuroleptic sensitivity in a case of early-onset Alzheimer disease due to presenilin-1 G206A mutation.

  PMID 18797263 · PMC4867177 · Cognitive and behavioral neurology : official journal of the Society for Behavioral and Cognitive Neurology · 2008 · 8 claims · 8 setups

  Full-text index only

  A patient with the PS-1 G206A mutation developed prominent extrapyramidal signs (EPS) shortly after starting the atypical neuroleptic risperidone, which resolved completely after the drug was discontinued.

  cerebrospinal genomic brain blood elisa genetic apoe

• Localized-statistical quantification of human serum proteome associated with type 2 diabetes.

  PMID 18795103 · PMC2529402 · PloS one · 2008 · 8 claims · 5 setups

  Full-text index only

  Developed LSPAD (localized statistics of protein abundance distribution) to calculate statistical significance of protein-abundance bias between two serum cohorts using a local Fisher's exact test window

  pooled computational identified additional label-free lspad pathway-associated

• The biological function of some human transcription factor binding motifs varies with position relative to the transcription start site.

  PMID 18367472 · PMC2377430 · Nucleic acids research · 2008 · 8 claims · 5 setups

  Full-text index only

  1226 eight-letter DNA words show statistically significant positional preferences relative to the TSS across 7914 human promoter regions

  putative nonredundant homo genes computational pssm semantic

• Cell neighborhood topology directs rare cell population identification.

  PMID 41912521 · PMC13199379 · Nature communications · 2026 · 8 claims · 8 setups

  Full-text index only

  RareQ is a framework that quantifies neighborhood connectivity (Q), a cell-specific measure of kNN-graph cliquishness, to detect rare cell populations from single-cell and spatial omics data

  downsampled pbmc brain simulated scrna-seq cite-seq single-cell

• IMIREG: a lineage-resolved regulon signature unveiling immune engagement archetypes and predicting immunotherapy response across diverse cancers.

  PMID 42092126 · PMC13234301 · NPJ precision oncology · 2026 · 8 claims · 8 setups

  Full-text index only

  IMIREG, a 14-regulon transcriptional signature, robustly predicts clinical benefit from ICB across 50 immunotherapy cohorts (52 treatment arms) spanning 16 cancer types with mean AUROC = 0.71

  imvigor210 matched gtex healthy bulk scrna-seq pathway

• nf-core/circrna: a portable workflow for the quantification, miRNA target prediction and differential expression analysis of circular RNAs.

  PMID 36694127 · PMC9875403 · BMC bioinformatics · 2023 · 8 claims · 4 setups

  Has reproduction · 76

  Existing circRNA workflows are limited: none delineate circRNA-miRNA interactions and only one performs differential expression analysis, requiring users to supplement missing analysis types with in-house expertise

  paired-end rna-seq mature circrna read circrna mirna

• Molecular and Clinical Relevance of ZBTB38 Expression Levels in Prostate Cancer.

  PMID 32365491 · PMC7281456 · Cancers · 2020 · 8 claims · 8 setups

  Has reproduction · 35

  ZBTB38 mRNA expression is significantly lower in prostate cancer than in normal/benign prostate tissue, and further reduced in metastatic versus localised tumours

  localised tcga taylor metastatic microarray rna-sequencing clinico-pathological